Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 279856 |
| Missing cells | 18272 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 83388 |
| Duplicate rows (%) | 29.8% |
| Total size in memory | 32.0 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 5 |
| Boolean | 1 |
| Dataset has 83388 (29.8%) duplicate rows | Duplicates |
Age is highly overall correlated with Income | High correlation |
City is highly overall correlated with State | High correlation |
Credit Score is highly overall correlated with Existing Customer and 3 other fields | High correlation |
Employment Profile is highly overall correlated with Occupation | High correlation |
Existing Customer is highly overall correlated with Credit Score and 3 other fields | High correlation |
Income is highly overall correlated with Age | High correlation |
LTV Ratio is highly overall correlated with Profile Score | High correlation |
Loan Tenure is highly overall correlated with Credit Score and 3 other fields | High correlation |
Number of Existing Loans is highly overall correlated with Credit Score and 3 other fields | High correlation |
Occupation is highly overall correlated with Employment Profile | High correlation |
Profile Score is highly overall correlated with Credit Score and 4 other fields | High correlation |
State is highly overall correlated with City | High correlation |
Occupation has 18272 (6.5%) missing values | Missing |
Number of Existing Loans has 26590 (9.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-04 08:49:54.000181 |
|---|---|
| Analysis finished | 2024-08-04 08:50:25.060324 |
| Duration | 31.06 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
Age
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.005217 |
| Minimum | 18 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 68 |
| Maximum | 70 |
| Range | 52 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.311051 |
|---|---|
| Coefficient of variation (CV) | 0.34793718 |
| Kurtosis | -1.204329 |
| Mean | 44.005217 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0024112255 |
| Sum | 12315124 |
| Variance | 234.42828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 5540 | 2.0% |
| 23 | 5502 | 2.0% |
| 53 | 5472 | 2.0% |
| 36 | 5459 | 2.0% |
| 41 | 5451 | 1.9% |
| 40 | 5447 | 1.9% |
| 52 | 5441 | 1.9% |
| 56 | 5403 | 1.9% |
| 70 | 5389 | 1.9% |
| 24 | 5383 | 1.9% |
| Other values (43) | 225369 |
| Value | Count | Frequency (%) |
| 18 | 5311 | |
| 19 | 5244 | |
| 20 | 5226 | |
| 21 | 5361 | |
| 22 | 5228 | |
| 23 | 5502 | |
| 24 | 5383 | |
| 25 | 5140 | |
| 26 | 5354 | |
| 27 | 5370 |
| Value | Count | Frequency (%) |
| 70 | 5389 | |
| 69 | 5307 | |
| 68 | 5146 | |
| 67 | 5311 | |
| 66 | 5185 | |
| 65 | 5261 | |
| 64 | 5298 | |
| 63 | 5340 | |
| 62 | 5201 | |
| 61 | 5169 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Female | |
|---|---|
| Male | |
| Other |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.001415 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1399676 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Other |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 133145 | |
| Male | 132749 | |
| Other | 13962 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 133145 | |
| male | 132749 | |
| other | 13962 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 413001 | |
| a | 265894 | |
| l | 265894 | |
| F | 133145 | 9.5% |
| m | 133145 | 9.5% |
| M | 132749 | 9.5% |
| O | 13962 | 1.0% |
| t | 13962 | 1.0% |
| h | 13962 | 1.0% |
| r | 13962 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1399676 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 413001 | |
| a | 265894 | |
| l | 265894 | |
| F | 133145 | 9.5% |
| m | 133145 | 9.5% |
| M | 132749 | 9.5% |
| O | 13962 | 1.0% |
| t | 13962 | 1.0% |
| h | 13962 | 1.0% |
| r | 13962 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1399676 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 413001 | |
| a | 265894 | |
| l | 265894 | |
| F | 133145 | 9.5% |
| m | 133145 | 9.5% |
| M | 132749 | 9.5% |
| O | 13962 | 1.0% |
| t | 13962 | 1.0% |
| h | 13962 | 1.0% |
| r | 13962 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1399676 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 413001 | |
| a | 265894 | |
| l | 265894 | |
| F | 133145 | 9.5% |
| m | 133145 | 9.5% |
| M | 132749 | 9.5% |
| O | 13962 | 1.0% |
| t | 13962 | 1.0% |
| h | 13962 | 1.0% |
| r | 13962 | 1.0% |
Income
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 201 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76499.164 |
| Minimum | 9000 |
|---|---|
| Maximum | 209000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 9000 |
|---|---|
| 5-th percentile | 21000 |
| Q1 | 42000 |
| median | 68000 |
| Q3 | 104000 |
| 95-th percentile | 160000 |
| Maximum | 209000 |
| Range | 200000 |
| Interquartile range (IQR) | 62000 |
Descriptive statistics
| Standard deviation | 42875.575 |
|---|---|
| Coefficient of variation (CV) | 0.56047116 |
| Kurtosis | -0.23579952 |
| Mean | 76499.164 |
| Median Absolute Deviation (MAD) | 29000 |
| Skewness | 0.70877886 |
| Sum | 2.140875 × 1010 |
| Variance | 1.8383149 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35000 | 3112 | 1.1% |
| 37000 | 3097 | 1.1% |
| 38000 | 3069 | 1.1% |
| 53000 | 3005 | 1.1% |
| 44000 | 2986 | 1.1% |
| 45000 | 2977 | 1.1% |
| 47000 | 2964 | 1.1% |
| 42000 | 2954 | 1.1% |
| 54000 | 2945 | 1.1% |
| 52000 | 2937 | 1.0% |
| Other values (191) | 249810 |
| Value | Count | Frequency (%) |
| 9000 | 168 | 0.1% |
| 10000 | 416 | 0.1% |
| 11000 | 561 | 0.2% |
| 12000 | 736 | |
| 13000 | 927 | |
| 14000 | 1029 | |
| 15000 | 1192 | |
| 16000 | 1381 | |
| 17000 | 1485 | |
| 18000 | 1477 |
| Value | Count | Frequency (%) |
| 209000 | 39 | < 0.1% |
| 208000 | 30 | < 0.1% |
| 207000 | 15 | < 0.1% |
| 206000 | 59 | |
| 205000 | 54 | |
| 204000 | 68 | |
| 203000 | 93 | |
| 202000 | 75 | |
| 201000 | 107 | |
| 200000 | 119 |
Credit Score
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 551 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 582.95377 |
| Minimum | 300 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 309 |
| Q1 | 446 |
| median | 584 |
| Q3 | 722 |
| 95-th percentile | 850 |
| Maximum | 850 |
| Range | 550 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 163.07675 |
|---|---|
| Coefficient of variation (CV) | 0.27974217 |
| Kurtosis | -1.1255961 |
| Mean | 582.95377 |
| Median Absolute Deviation (MAD) | 138 |
| Skewness | -0.038313528 |
| Sum | 1.6314311 × 108 |
| Variance | 26594.028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 15625 | 5.6% |
| 300 | 11363 | 4.1% |
| 438 | 613 | 0.2% |
| 401 | 607 | 0.2% |
| 412 | 605 | 0.2% |
| 537 | 602 | 0.2% |
| 770 | 600 | 0.2% |
| 756 | 597 | 0.2% |
| 502 | 594 | 0.2% |
| 390 | 590 | 0.2% |
| Other values (541) | 248060 |
| Value | Count | Frequency (%) |
| 300 | 11363 | |
| 301 | 315 | 0.1% |
| 302 | 290 | 0.1% |
| 303 | 289 | 0.1% |
| 304 | 289 | 0.1% |
| 305 | 295 | 0.1% |
| 306 | 268 | 0.1% |
| 307 | 315 | 0.1% |
| 308 | 312 | 0.1% |
| 309 | 305 | 0.1% |
| Value | Count | Frequency (%) |
| 850 | 15625 | |
| 849 | 258 | 0.1% |
| 848 | 244 | 0.1% |
| 847 | 260 | 0.1% |
| 846 | 207 | 0.1% |
| 845 | 221 | 0.1% |
| 844 | 204 | 0.1% |
| 843 | 216 | 0.1% |
| 842 | 269 | 0.1% |
| 841 | 217 | 0.1% |
Credit History Length
Real number (ℝ)
| Distinct | 606 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 307.96515 |
| Minimum | 6 |
|---|---|
| Maximum | 611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 156 |
| median | 307 |
| Q3 | 460 |
| 95-th percentile | 581 |
| Maximum | 611 |
| Range | 605 |
| Interquartile range (IQR) | 304 |
Descriptive statistics
| Standard deviation | 175.08327 |
|---|---|
| Coefficient of variation (CV) | 0.5685165 |
| Kurtosis | -1.2049608 |
| Mean | 307.96515 |
| Median Absolute Deviation (MAD) | 152 |
| Skewness | 0.009495387 |
| Sum | 86185894 |
| Variance | 30654.151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 323 | 572 | 0.2% |
| 127 | 568 | 0.2% |
| 559 | 567 | 0.2% |
| 192 | 554 | 0.2% |
| 59 | 550 | 0.2% |
| 353 | 549 | 0.2% |
| 82 | 542 | 0.2% |
| 27 | 541 | 0.2% |
| 57 | 540 | 0.2% |
| 368 | 540 | 0.2% |
| Other values (596) | 274333 |
| Value | Count | Frequency (%) |
| 6 | 468 | |
| 7 | 519 | |
| 8 | 461 | |
| 9 | 435 | |
| 10 | 459 | |
| 11 | 460 | |
| 12 | 440 | |
| 13 | 467 | |
| 14 | 422 | |
| 15 | 460 |
| Value | Count | Frequency (%) |
| 611 | 471 | |
| 610 | 490 | |
| 609 | 449 | |
| 608 | 430 | |
| 607 | 453 | |
| 606 | 420 | |
| 605 | 470 | |
| 604 | 523 | |
| 603 | 420 | |
| 602 | 450 |
Number of Existing Loans
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.701693 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 26590 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.9803508 |
|---|---|
| Coefficient of variation (CV) | 0.63388885 |
| Kurtosis | -1.1081317 |
| Mean | 4.701693 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.053826442 |
| Sum | 1315797 |
| Variance | 8.8824907 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 28184 | |
| 4 | 28059 | |
| 2 | 27968 | |
| 6 | 27955 | |
| 5 | 27950 | |
| 7 | 27792 | |
| 3 | 27745 | |
| 0 | 26590 | |
| 1 | 24656 | |
| 9 | 17332 |
| Value | Count | Frequency (%) |
| 0 | 26590 | |
| 1 | 24656 | |
| 2 | 27968 | |
| 3 | 27745 | |
| 4 | 28059 | |
| 5 | 27950 | |
| 6 | 27955 | |
| 7 | 27792 | |
| 8 | 28184 | |
| 9 | 17332 |
| Value | Count | Frequency (%) |
| 10 | 15625 | |
| 9 | 17332 | |
| 8 | 28184 | |
| 7 | 27792 | |
| 6 | 27955 | |
| 5 | 27950 | |
| 4 | 28059 | |
| 3 | 27745 | |
| 2 | 27968 | |
| 1 | 24656 |
Loan Amount
Real number (ℝ)
| Distinct | 55681 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105795.34 |
| Minimum | 5294 |
|---|---|
| Maximum | 150000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 5294 |
|---|---|
| 5-th percentile | 33959 |
| Q1 | 72173 |
| median | 111263 |
| Q3 | 150000 |
| 95-th percentile | 150000 |
| Maximum | 150000 |
| Range | 144706 |
| Interquartile range (IQR) | 77827 |
Descriptive statistics
| Standard deviation | 40458.371 |
|---|---|
| Coefficient of variation (CV) | 0.3824211 |
| Kurtosis | -1.0630462 |
| Mean | 105795.34 |
| Median Absolute Deviation (MAD) | 38737 |
| Skewness | -0.43901936 |
| Sum | 2.9607461 × 1010 |
| Variance | 1.6368798 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 150000 | 76042 | 27.2% |
| 51258 | 20 | < 0.1% |
| 127479 | 15 | < 0.1% |
| 56174 | 15 | < 0.1% |
| 138647 | 15 | < 0.1% |
| 54395 | 15 | < 0.1% |
| 104552 | 15 | < 0.1% |
| 91361 | 15 | < 0.1% |
| 137171 | 15 | < 0.1% |
| 137704 | 15 | < 0.1% |
| Other values (55671) | 203674 |
| Value | Count | Frequency (%) |
| 5294 | 3 | |
| 5319 | 1 | < 0.1% |
| 5514 | 3 | |
| 5684 | 2 | |
| 5985 | 3 | |
| 6221 | 3 | |
| 6267 | 3 | |
| 6501 | 2 | |
| 6549 | 3 | |
| 6568 | 3 |
| Value | Count | Frequency (%) |
| 150000 | 76042 | |
| 149999 | 3 | < 0.1% |
| 149998 | 5 | < 0.1% |
| 149995 | 3 | < 0.1% |
| 149993 | 2 | < 0.1% |
| 149992 | 5 | < 0.1% |
| 149988 | 6 | < 0.1% |
| 149986 | 4 | < 0.1% |
| 149985 | 6 | < 0.1% |
| 149982 | 3 | < 0.1% |
Loan Tenure
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 348 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.34065 |
| Minimum | 12 |
|---|---|
| Maximum | 359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 62 |
| median | 100 |
| Q3 | 201 |
| 95-th percentile | 328 |
| Maximum | 359 |
| Range | 347 |
| Interquartile range (IQR) | 139 |
Descriptive statistics
| Standard deviation | 96.064132 |
|---|---|
| Coefficient of variation (CV) | 0.72044144 |
| Kurtosis | -0.49576527 |
| Mean | 133.34065 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 0.84222386 |
| Sum | 37316182 |
| Variance | 9228.3176 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 1971 | 0.7% |
| 96 | 1952 | 0.7% |
| 81 | 1930 | 0.7% |
| 63 | 1921 | 0.7% |
| 73 | 1906 | 0.7% |
| 84 | 1886 | 0.7% |
| 94 | 1881 | 0.7% |
| 91 | 1879 | 0.7% |
| 87 | 1878 | 0.7% |
| 114 | 1878 | 0.7% |
| Other values (338) | 260774 |
| Value | Count | Frequency (%) |
| 12 | 1476 | |
| 13 | 1443 | |
| 14 | 1326 | |
| 15 | 1306 | |
| 16 | 1351 | |
| 17 | 1334 | |
| 18 | 1258 | |
| 19 | 1326 | |
| 20 | 1387 | |
| 21 | 1446 |
| Value | Count | Frequency (%) |
| 359 | 458 | |
| 358 | 474 | |
| 357 | 441 | |
| 356 | 380 | |
| 355 | 466 | |
| 354 | 507 | |
| 353 | 442 | |
| 352 | 434 | |
| 351 | 440 | |
| 350 | 442 |
Existing Customer
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 273.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 173952 | |
| True | 105904 |
State
Categorical
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Karnataka | |
|---|---|
| Telangana | |
| Maharashtra | |
| Gujarat | |
| West Bengal | |
| Other values (5) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 8.9965875 |
| Min length | 5 |
Characters and Unicode
| Total characters | 2517749 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Karnataka |
|---|---|
| 2nd row | Karnataka |
| 3rd row | Uttar Pradesh |
| 4th row | Karnataka |
| 5th row | Karnataka |
Common Values
| Value | Count | Frequency (%) |
| Karnataka | 28245 | |
| Telangana | 28101 | |
| Maharashtra | 28095 | |
| Gujarat | 28051 | |
| West Bengal | 28050 | |
| Tamil Nadu | 28022 | |
| Kerala | 28011 | |
| Delhi | 27996 | |
| Uttar Pradesh | 27713 | |
| Rajasthan | 27572 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| karnataka | 28245 | 7.8% |
| telangana | 28101 | 7.7% |
| maharashtra | 28095 | 7.7% |
| gujarat | 28051 | 7.7% |
| west | 28050 | 7.7% |
| bengal | 28050 | 7.7% |
| tamil | 28022 | 7.7% |
| nadu | 28022 | 7.7% |
| kerala | 28011 | 7.7% |
| delhi | 27996 | 7.7% |
| Other values (3) | 82998 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 644023 | |
| r | 195923 | 7.8% |
| t | 195439 | 7.8% |
| e | 167921 | 6.7% |
| l | 140180 | 5.6% |
| n | 140069 | 5.6% |
| h | 139471 | 5.5% |
| s | 111430 | 4.4% |
| 83785 | 3.3% | |
| K | 56256 | 2.2% |
| Other values (17) | 643252 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2517749 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 644023 | |
| r | 195923 | 7.8% |
| t | 195439 | 7.8% |
| e | 167921 | 6.7% |
| l | 140180 | 5.6% |
| n | 140069 | 5.6% |
| h | 139471 | 5.5% |
| s | 111430 | 4.4% |
| 83785 | 3.3% | |
| K | 56256 | 2.2% |
| Other values (17) | 643252 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2517749 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 644023 | |
| r | 195923 | 7.8% |
| t | 195439 | 7.8% |
| e | 167921 | 6.7% |
| l | 140180 | 5.6% |
| n | 140069 | 5.6% |
| h | 139471 | 5.5% |
| s | 111430 | 4.4% |
| 83785 | 3.3% | |
| K | 56256 | 2.2% |
| Other values (17) | 643252 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2517749 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 644023 | |
| r | 195923 | 7.8% |
| t | 195439 | 7.8% |
| e | 167921 | 6.7% |
| l | 140180 | 5.6% |
| n | 140069 | 5.6% |
| h | 139471 | 5.5% |
| s | 111430 | 4.4% |
| 83785 | 3.3% | |
| K | 56256 | 2.2% |
| Other values (17) | 643252 |
City
Categorical
HIGH CORRELATION 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Kolkata | |
|---|---|
| New Delhi | |
| Hyderabad | |
| Mysuru | 12227 |
| Udaipur | 12012 |
| Other values (18) |
Length
| Max length | 18 |
|---|---|
| Median length | 15 |
| Mean length | 8.1744576 |
| Min length | 4 |
Characters and Unicode
| Total characters | 2287671 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mysuru |
|---|---|
| 2nd row | Bengaluru |
| 3rd row | Kanpur |
| 4th row | Bengaluru |
| 5th row | Mysuru |
Common Values
| Value | Count | Frequency (%) |
| Kolkata | 23900 | 8.5% |
| New Delhi | 23887 | 8.5% |
| Hyderabad | 23726 | 8.5% |
| Mysuru | 12227 | 4.4% |
| Udaipur | 12012 | 4.3% |
| Kanpur | 12001 | 4.3% |
| Surat | 11969 | 4.3% |
| Thiruvananthapuram | 11966 | 4.3% |
| Coimbatore | 11907 | 4.3% |
| Ahmedabad | 11896 | 4.3% |
| Other values (13) | 124365 |
Length
| Value | Count | Frequency (%) |
| kolkata | 23900 | 7.9% |
| new | 23887 | 7.9% |
| delhi | 23887 | 7.9% |
| hyderabad | 23726 | 7.8% |
| mysuru | 12227 | 4.0% |
| udaipur | 12012 | 4.0% |
| kanpur | 12001 | 4.0% |
| surat | 11969 | 3.9% |
| thiruvananthapuram | 11966 | 3.9% |
| coimbatore | 11907 | 3.9% |
| Other values (14) | 136261 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 365947 | |
| u | 180240 | 7.9% |
| r | 172604 | 7.5% |
| i | 136639 | 6.0% |
| e | 135092 | 5.9% |
| n | 132465 | 5.8% |
| h | 108425 | 4.7% |
| p | 88704 | 3.9% |
| l | 84773 | 3.7% |
| d | 83256 | 3.6% |
| Other values (27) | 799526 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2287671 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 365947 | |
| u | 180240 | 7.9% |
| r | 172604 | 7.5% |
| i | 136639 | 6.0% |
| e | 135092 | 5.9% |
| n | 132465 | 5.8% |
| h | 108425 | 4.7% |
| p | 88704 | 3.9% |
| l | 84773 | 3.7% |
| d | 83256 | 3.6% |
| Other values (27) | 799526 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2287671 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 365947 | |
| u | 180240 | 7.9% |
| r | 172604 | 7.5% |
| i | 136639 | 6.0% |
| e | 135092 | 5.9% |
| n | 132465 | 5.8% |
| h | 108425 | 4.7% |
| p | 88704 | 3.9% |
| l | 84773 | 3.7% |
| d | 83256 | 3.6% |
| Other values (27) | 799526 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2287671 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 365947 | |
| u | 180240 | 7.9% |
| r | 172604 | 7.5% |
| i | 136639 | 6.0% |
| e | 135092 | 5.9% |
| n | 132465 | 5.8% |
| h | 108425 | 4.7% |
| p | 88704 | 3.9% |
| l | 84773 | 3.7% |
| d | 83256 | 3.6% |
| Other values (27) | 799526 |
LTV Ratio
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 80874 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.643101 |
| Minimum | 40 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 58.105848 |
| median | 72.133017 |
| Q3 | 86.239725 |
| 95-th percentile | 95 |
| Maximum | 95 |
| Range | 55 |
| Interquartile range (IQR) | 28.133877 |
Descriptive statistics
| Standard deviation | 16.865785 |
|---|---|
| Coefficient of variation (CV) | 0.23541394 |
| Kurtosis | -1.0662292 |
| Mean | 71.643101 |
| Median Absolute Deviation (MAD) | 14.065639 |
| Skewness | -0.18082603 |
| Sum | 20049752 |
| Variance | 284.45469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 95 | 38991 | 13.9% |
| 40 | 14388 | 5.1% |
| 90.94342996 | 3 | < 0.1% |
| 92.20152802 | 3 | < 0.1% |
| 69.42563938 | 3 | < 0.1% |
| 42.50439875 | 3 | < 0.1% |
| 88.03605942 | 3 | < 0.1% |
| 77.64399342 | 3 | < 0.1% |
| 58.86225002 | 3 | < 0.1% |
| 92.53498303 | 3 | < 0.1% |
| Other values (80864) | 226453 |
| Value | Count | Frequency (%) |
| 40 | 14388 | |
| 40.00789025 | 3 | < 0.1% |
| 40.00865185 | 3 | < 0.1% |
| 40.00893284 | 3 | < 0.1% |
| 40.00915752 | 3 | < 0.1% |
| 40.00972416 | 3 | < 0.1% |
| 40.01411194 | 3 | < 0.1% |
| 40.01493892 | 3 | < 0.1% |
| 40.01588615 | 3 | < 0.1% |
| 40.01621929 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 95 | 38991 | |
| 94.999142 | 3 | < 0.1% |
| 94.99794113 | 3 | < 0.1% |
| 94.99680815 | 2 | < 0.1% |
| 94.99562152 | 3 | < 0.1% |
| 94.99476534 | 3 | < 0.1% |
| 94.99452662 | 3 | < 0.1% |
| 94.99372987 | 3 | < 0.1% |
| 94.99132802 | 3 | < 0.1% |
| 94.99105575 | 1 | < 0.1% |
Employment Profile
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Salaried | |
|---|---|
| Self-Employed | |
| Freelancer | |
| Student | |
| Unemployed |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 9.7334844 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2723974 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Salaried |
|---|---|
| 2nd row | Salaried |
| 3rd row | Salaried |
| 4th row | Self-Employed |
| 5th row | Salaried |
Common Values
| Value | Count | Frequency (%) |
| Salaried | 136065 | |
| Self-Employed | 84369 | |
| Freelancer | 22629 | 8.1% |
| Student | 18521 | 6.6% |
| Unemployed | 18272 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| salaried | 136065 | |
| self-employed | 84369 | |
| freelancer | 22629 | 8.1% |
| student | 18521 | 6.6% |
| unemployed | 18272 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 427755 | |
| l | 345704 | |
| a | 294759 | |
| d | 257227 | |
| S | 238955 | |
| r | 181323 | 6.7% |
| i | 136065 | 5.0% |
| y | 102641 | 3.8% |
| o | 102641 | 3.8% |
| p | 102641 | 3.8% |
| Other values (10) | 534263 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2723974 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 427755 | |
| l | 345704 | |
| a | 294759 | |
| d | 257227 | |
| S | 238955 | |
| r | 181323 | 6.7% |
| i | 136065 | 5.0% |
| y | 102641 | 3.8% |
| o | 102641 | 3.8% |
| p | 102641 | 3.8% |
| Other values (10) | 534263 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2723974 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 427755 | |
| l | 345704 | |
| a | 294759 | |
| d | 257227 | |
| S | 238955 | |
| r | 181323 | 6.7% |
| i | 136065 | 5.0% |
| y | 102641 | 3.8% |
| o | 102641 | 3.8% |
| p | 102641 | 3.8% |
| Other values (10) | 534263 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2723974 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 427755 | |
| l | 345704 | |
| a | 294759 | |
| d | 257227 | |
| S | 238955 | |
| r | 181323 | 6.7% |
| i | 136065 | 5.0% |
| y | 102641 | 3.8% |
| o | 102641 | 3.8% |
| p | 102641 | 3.8% |
| Other values (10) | 534263 |
Profile Score
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 101 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.350155 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 858 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 61 |
| median | 89 |
| Q3 | 98 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 24.509196 |
|---|---|
| Coefficient of variation (CV) | 0.31686033 |
| Kurtosis | 0.041989854 |
| Mean | 77.350155 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -1.0145518 |
| Sum | 21646905 |
| Variance | 600.70067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 58495 | 20.9% |
| 90 | 8362 | 3.0% |
| 98 | 8284 | 3.0% |
| 95 | 8257 | 3.0% |
| 94 | 8176 | 2.9% |
| 92 | 8173 | 2.9% |
| 96 | 8012 | 2.9% |
| 91 | 7961 | 2.8% |
| 97 | 7909 | 2.8% |
| 99 | 7852 | 2.8% |
| Other values (91) | 148375 |
| Value | Count | Frequency (%) |
| 0 | 858 | |
| 1 | 119 | < 0.1% |
| 2 | 137 | < 0.1% |
| 3 | 194 | 0.1% |
| 4 | 189 | 0.1% |
| 5 | 173 | 0.1% |
| 6 | 253 | 0.1% |
| 7 | 273 | 0.1% |
| 8 | 259 | 0.1% |
| 9 | 285 | 0.1% |
| Value | Count | Frequency (%) |
| 100 | 58495 | |
| 99 | 7852 | 2.8% |
| 98 | 8284 | 3.0% |
| 97 | 7909 | 2.8% |
| 96 | 8012 | 2.9% |
| 95 | 8257 | 3.0% |
| 94 | 8176 | 2.9% |
| 93 | 7751 | 2.8% |
| 92 | 8173 | 2.9% |
| 91 | 7961 | 2.8% |
Occupation
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18272 |
| Missing (%) | 6.5% |
| Memory size | 2.1 MiB |
| Banker | |
|---|---|
| Teacher | |
| Civil Servant | |
| Software Engineer | |
| Doctor | |
| Other values (9) |
Length
| Max length | 22 |
|---|---|
| Median length | 16 |
| Mean length | 10.028488 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2623292 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Doctor |
|---|---|
| 2nd row | Software Engineer |
| 3rd row | Banker |
| 4th row | Contractor |
| 5th row | Teacher |
Common Values
| Value | Count | Frequency (%) |
| Banker | 27760 | |
| Teacher | 27356 | |
| Civil Servant | 27221 | |
| Software Engineer | 27146 | |
| Doctor | 26582 | |
| Shopkeeper | 21405 | |
| Contractor | 21090 | |
| Farmer | 20966 | |
| Business Owner | 20908 | |
| Student | 18521 | |
| Other values (4) | 22629 | |
| (Missing) | 18272 |
Length
| Value | Count | Frequency (%) |
| banker | 27760 | 8.0% |
| teacher | 27356 | 7.9% |
| civil | 27221 | 7.8% |
| servant | 27221 | 7.8% |
| software | 27146 | 7.8% |
| engineer | 27146 | 7.8% |
| doctor | 26582 | 7.6% |
| shopkeeper | 21405 | 6.1% |
| contractor | 21090 | 6.1% |
| farmer | 20966 | 6.0% |
| Other values (9) | 94317 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 376257 | |
| r | 323638 | |
| n | 224563 | 8.6% |
| t | 188333 | 7.2% |
| a | 168596 | 6.4% |
| o | 160935 | 6.1% |
| i | 119514 | 4.6% |
| S | 94293 | 3.6% |
| 86626 | 3.3% | |
| c | 80751 | 3.1% |
| Other values (23) | 799786 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2623292 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 376257 | |
| r | 323638 | |
| n | 224563 | 8.6% |
| t | 188333 | 7.2% |
| a | 168596 | 6.4% |
| o | 160935 | 6.1% |
| i | 119514 | 4.6% |
| S | 94293 | 3.6% |
| 86626 | 3.3% | |
| c | 80751 | 3.1% |
| Other values (23) | 799786 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2623292 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 376257 | |
| r | 323638 | |
| n | 224563 | 8.6% |
| t | 188333 | 7.2% |
| a | 168596 | 6.4% |
| o | 160935 | 6.1% |
| i | 119514 | 4.6% |
| S | 94293 | 3.6% |
| 86626 | 3.3% | |
| c | 80751 | 3.1% |
| Other values (23) | 799786 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2623292 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 376257 | |
| r | 323638 | |
| n | 224563 | 8.6% |
| t | 188333 | 7.2% |
| a | 168596 | 6.4% |
| o | 160935 | 6.1% |
| i | 119514 | 4.6% |
| S | 94293 | 3.6% |
| 86626 | 3.3% | |
| c | 80751 | 3.1% |
| Other values (23) | 799786 |
| Age | City | Credit History Length | Credit Score | Employment Profile | Existing Customer | Gender | Income | LTV Ratio | Loan Amount | Loan Tenure | Number of Existing Loans | Occupation | Profile Score | State | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.013 | 0.002 | 0.125 | 0.049 | 0.083 | 0.000 | 0.613 | -0.040 | 0.262 | 0.063 | 0.123 | 0.030 | 0.100 | 0.008 |
| City | 0.013 | 1.000 | 0.011 | 0.012 | 0.012 | 0.016 | 0.005 | 0.015 | 0.013 | 0.013 | 0.012 | 0.013 | 0.013 | 0.013 | 0.922 |
| Credit History Length | 0.002 | 0.011 | 1.000 | 0.002 | 0.009 | 0.013 | 0.000 | 0.003 | 0.001 | 0.001 | -0.003 | 0.002 | 0.010 | 0.000 | 0.007 |
| Credit Score | 0.125 | 0.012 | 0.002 | 1.000 | 0.056 | 0.949 | 0.004 | 0.208 | -0.363 | 0.083 | 0.668 | 0.996 | 0.034 | 0.786 | 0.007 |
| Employment Profile | 0.049 | 0.012 | 0.009 | 0.056 | 1.000 | 0.058 | 0.004 | 0.089 | 0.019 | 0.030 | 0.026 | 0.053 | 1.000 | 0.122 | 0.007 |
| Existing Customer | 0.083 | 0.016 | 0.013 | 0.949 | 0.058 | 1.000 | 0.001 | 0.149 | 0.466 | 0.057 | 0.681 | 0.948 | 0.049 | 0.675 | 0.006 |
| Gender | 0.000 | 0.005 | 0.000 | 0.004 | 0.004 | 0.001 | 1.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.005 | 0.002 | 0.005 | 0.000 |
| Income | 0.613 | 0.015 | 0.003 | 0.208 | 0.089 | 0.149 | 0.000 | 1.000 | -0.067 | 0.425 | 0.107 | 0.206 | 0.052 | 0.166 | 0.007 |
| LTV Ratio | -0.040 | 0.013 | 0.001 | -0.363 | 0.019 | 0.466 | 0.003 | -0.067 | 1.000 | -0.030 | -0.239 | -0.361 | 0.013 | -0.553 | 0.009 |
| Loan Amount | 0.262 | 0.013 | 0.001 | 0.083 | 0.030 | 0.057 | 0.005 | 0.425 | -0.030 | 1.000 | 0.046 | 0.082 | 0.019 | 0.066 | 0.008 |
| Loan Tenure | 0.063 | 0.012 | -0.003 | 0.668 | 0.026 | 0.681 | 0.000 | 0.107 | -0.239 | 0.046 | 1.000 | 0.664 | 0.017 | 0.538 | 0.007 |
| Number of Existing Loans | 0.123 | 0.013 | 0.002 | 0.996 | 0.053 | 0.948 | 0.005 | 0.206 | -0.361 | 0.082 | 0.664 | 1.000 | 0.032 | 0.782 | 0.009 |
| Occupation | 0.030 | 0.013 | 0.010 | 0.034 | 1.000 | 0.049 | 0.002 | 0.052 | 0.013 | 0.019 | 0.017 | 0.032 | 1.000 | 0.073 | 0.010 |
| Profile Score | 0.100 | 0.013 | 0.000 | 0.786 | 0.122 | 0.675 | 0.005 | 0.166 | -0.553 | 0.066 | 0.538 | 0.782 | 0.073 | 1.000 | 0.008 |
| State | 0.008 | 0.922 | 0.007 | 0.007 | 0.007 | 0.006 | 0.000 | 0.007 | 0.009 | 0.008 | 0.007 | 0.009 | 0.010 | 0.008 | 1.000 |
| Age | Gender | Income | Credit Score | Credit History Length | Number of Existing Loans | Loan Amount | Loan Tenure | Existing Customer | State | City | LTV Ratio | Employment Profile | Profile Score | Occupation | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 31 | Male | 36000 | 604 | 487 | 5 | 109373 | 221 | No | Karnataka | Mysuru | 90.943430 | Salaried | 77 | Doctor |
| 1 | 25 | Male | 50000 | 447 | 386 | 2 | 150000 | 89 | No | Karnataka | Bengaluru | 91.135253 | Salaried | 43 | Software Engineer |
| 2 | 62 | Other | 178000 | 850 | 503 | 10 | 69099 | 110 | Yes | Uttar Pradesh | Kanpur | 40.000000 | Salaried | 90 | Banker |
| 3 | 69 | Female | 46000 | 668 | 349 | 6 | 150000 | 148 | Yes | Karnataka | Bengaluru | 87.393365 | Self-Employed | 86 | Contractor |
| 4 | 52 | Male | 132000 | 601 | 553 | 5 | 150000 | 157 | No | Karnataka | Mysuru | 66.158757 | Salaried | 90 | Teacher |
| 5 | 64 | Female | 127000 | 850 | 158 | 10 | 108702 | 111 | Yes | Tamil Nadu | Coimbatore | 82.331250 | Self-Employed | 92 | Contractor |
| 6 | 29 | Male | 15000 | 378 | 89 | 1 | 26819 | 108 | No | Uttar Pradesh | Lucknow | 95.000000 | Self-Employed | 25 | Farmer |
| 7 | 30 | Other | 82000 | 424 | 610 | 2 | 126550 | 92 | No | West Bengal | Kolkata | 93.634577 | Salaried | 58 | Banker |
| 8 | 52 | Male | 119000 | 753 | 271 | 8 | 150000 | 251 | Yes | Rajasthan | Jaipur | 75.644166 | Freelancer | 100 | Writer |
| 9 | 39 | Male | 101000 | 575 | 424 | 5 | 113257 | 12 | No | Maharashtra | Nagpur | 68.720556 | Salaried | 87 | Banker |
| Age | Gender | Income | Credit Score | Credit History Length | Number of Existing Loans | Loan Amount | Loan Tenure | Existing Customer | State | City | LTV Ratio | Employment Profile | Profile Score | Occupation | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 279846 | 22 | Female | 29000 | 328 | 185 | 0 | 116226 | 114 | No | Gujarat | Ahmedabad | 82.980319 | Freelancer | 34 | Photographer |
| 279847 | 70 | Male | 158000 | 621 | 277 | 5 | 94575 | 329 | No | Delhi | New Delhi | 68.763160 | Salaried | 95 | Software Engineer |
| 279848 | 40 | Female | 48000 | 555 | 365 | 4 | 129247 | 82 | No | Uttar Pradesh | Manjari | 95.000000 | Freelancer | 60 | Independent Consultant |
| 279849 | 50 | Male | 72000 | 300 | 465 | 0 | 150000 | 59 | No | Rajasthan | Jaipur | 58.839934 | Salaried | 67 | Banker |
| 279850 | 53 | Female | 77000 | 467 | 268 | 3 | 115186 | 76 | No | Kerala | Thiruvananthapuram | 60.563183 | Salaried | 71 | Doctor |
| 279851 | 69 | Male | 61000 | 495 | 565 | 3 | 150000 | 14 | No | Tamil Nadu | Chennai | 90.300189 | Salaried | 71 | Software Engineer |
| 279852 | 45 | Female | 124000 | 850 | 476 | 10 | 80341 | 86 | Yes | Karnataka | Bengaluru | 78.960607 | Salaried | 91 | Civil Servant |
| 279853 | 33 | Female | 71000 | 582 | 560 | 5 | 39851 | 101 | No | Karnataka | Mysuru | 95.000000 | Unemployed | 57 | NaN |
| 279854 | 67 | Male | 191000 | 411 | 481 | 2 | 150000 | 111 | No | Delhi | New Delhi | 56.109002 | Salaried | 69 | Software Engineer |
| 279855 | 33 | Other | 18000 | 474 | 374 | 3 | 51522 | 75 | No | Uttar Pradesh | Kanpur | 95.000000 | Salaried | 59 | Software Engineer |
Most frequently occurring
| Age | Gender | Income | Credit Score | Credit History Length | Number of Existing Loans | Loan Amount | Loan Tenure | Existing Customer | State | City | LTV Ratio | Employment Profile | Profile Score | Occupation | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 18 | Female | 9000 | 375 | 213 | 1 | 29082 | 57 | No | Tamil Nadu | Chennai | 94.439057 | Salaried | 31 | Software Engineer | 3 |
| 6 | 18 | Female | 9000 | 484 | 51 | 3 | 41704 | 103 | No | Uttar Pradesh | Lucknow | 68.253740 | Salaried | 100 | Doctor | 3 |
| 9 | 18 | Female | 9000 | 541 | 119 | 4 | 44729 | 52 | No | Kerala | Thiruvananthapuram | 82.813109 | Unemployed | 44 | NaN | 3 |
| 11 | 18 | Female | 9000 | 585 | 529 | 5 | 15970 | 85 | No | West Bengal | Dhulagori | 95.000000 | Self-Employed | 72 | Contractor | 3 |
| 31 | 18 | Female | 10000 | 518 | 167 | 3 | 16758 | 34 | No | Maharashtra | Pune | 69.059854 | Self-Employed | 65 | Farmer | 3 |
| 45 | 18 | Female | 11000 | 300 | 293 | 0 | 45410 | 102 | No | Maharashtra | Nellikuppam | 94.786607 | Unemployed | 24 | NaN | 3 |
| 58 | 18 | Female | 11000 | 755 | 87 | 8 | 15477 | 250 | Yes | Kerala | Kochi | 40.000000 | Salaried | 100 | Doctor | 3 |
| 64 | 18 | Female | 12000 | 407 | 578 | 1 | 21765 | 14 | No | Maharashtra | Nagpur | 59.530918 | Self-Employed | 51 | Contractor | 3 |
| 68 | 18 | Female | 12000 | 477 | 153 | 3 | 27097 | 32 | No | Uttar Pradesh | Nellikuppam | 85.558770 | Salaried | 51 | Software Engineer | 3 |
| 78 | 18 | Female | 13000 | 300 | 211 | 0 | 42491 | 69 | No | Tamil Nadu | Coimbatore | 95.000000 | Salaried | 37 | Civil Servant | 3 |